SAFP-YOLO: Enhanced Object Detection Speed Using Spatial Attention-Based Filter Pruning

• Published in: Applied sciences Vol. 13; no. 20; p. 11237
• Main Authors: Ahn, Hanse, Son, Seungwook, Roh, Jaehyeon, Baek, Hwapyeong, Lee, Sungju, Chung, Yongwha, Park, Daihee
• Format: Journal Article
• Language: English
• Published: Basel MDPI AG 01.10.2023
• Subjects: Accuracy; Analysis; attention mechanism; Classification; Deep learning; Detectors; filter pruning; object detection; Technology application

Because object detection accuracy has significantly improved advancements in deep learning techniques, many real-time applications have applied one-stage detectors, such as You Only Look Once (YOLO), owing to their fast execution speed and accuracy. However, for a practical deployment, the deploymen...